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Can you tell me the difference between ogr methods ogr.geometry() and ogr.GetGeometryRef()? Is there any difference in returned object in Python?

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The main difference is that ogr.geometry() is the constructor of a geometry, while ogr.GetGeometryRef() fetch the pointer to a feature geometry. The objects they return are respectively an OGRGeometry and an OGRFeature.

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